{"id":"W4312129994","doi":"10.1002/smll.202207017","title":"A Microfluidic Contact Lens to Address Contact Lens‐Induced Dry Eye","year":2022,"lang":"en","type":"article","venue":"Small","topic":"Ocular Surface and Contact Lens","field":"Medicine","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Contact lens; Lens (geology); Eyelid; Materials science; Ophthalmology; Microfluidics; Optics; Medicine; Nanotechnology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001255122,0.0002849827,0.0001627504,0.0001916665,0.0001742397,0.0002392642,0.0003002918,0.0002996455,0.0007073727],"category_scores_gemma":[0.0001905501,0.0000959215,0.0002094427,0.00009811306,0.0001552156,0.000289834,0.0002866684,0.0002124044,0.0001463302],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003102941,"about_ca_system_score_gemma":0.0003134804,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005999666,"about_ca_topic_score_gemma":0.0008206626,"domain_scores_codex":[0.9999136,0.000009002241,0.000006740516,0.00002547151,0.00002856024,0.00001648565],"domain_scores_gemma":[0.9999005,0.00002401207,0.0000353347,0.000006764202,0.00001829326,0.00001523194],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00003923667,0.00003281346,0.0002698141,0.0001281233,0.000007163869,0.00009998444,0.00001986414,0.000232691,0.9897655,0.0003147562,0.0002799097,0.008810105],"study_design_scores_gemma":[0.00004491518,0.0009090543,0.002266482,0.00001729631,0.00003032368,0.0005888456,0.00002739477,0.007166381,0.9744922,0.0001043181,0.01432786,0.00002490507],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8650121,0.02304671,0.1019549,0.0009081562,0.0009625852,0.0003928166,0.0005350259,0.001093999,0.006093583],"genre_scores_gemma":[0.9572302,0.00367573,0.03496547,0.0002997308,0.00009239769,0.0001341029,0.0001063003,0.00001736913,0.003478704],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0007073727,"threshold_uncertainty_score":0.002366364,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03701841467425061,"score_gpt":0.2728067731532224,"score_spread":0.2357883584789718,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}